Underrepresentation of Black and Hispanic workers in STEM fields contributes to racial wage gaps and reduces innovation and economic growth. Billions of dollars a year are spent on "pipeline'' programs to increase diversity in STEM, but there is little rigorous evidence of their efficacy.